Multi-objective optimization of GENIE earth system models


Price, Andrew R., Myerscough, Richard J., Voutchkov, Ivan I., Marsh, Robert and Cox, Simon J. (2009) Multi-objective optimization of GENIE earth system models Philosophical Transactions: Mathematical, Physical and Engineering Sciences, 367, (1898), pp. 2623-2633. (doi:10.1098/rsta.2009.0039).

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Description/Abstract

The tuning of parameters in climate models is essential to provide reliable long-term forecasts of Earth system behaviour. We apply a multi-objective optimization algorithm to the problem of parameter estimation in climate models. This optimization process involves the iterative evaluation of response surface models (RSMs), followed by the execution of multiple Earth system simulations. These computations require an infrastructure that provides high-performance computing for building and searching the RSMs and high-throughput computing for the concurrent evaluation of a large number of models. Grid computing technology is therefore essential to make this algorithm practical for members of the GENIE project.

Item Type: Article
Digital Object Identifier (DOI): doi:10.1098/rsta.2009.0039
ISSNs: 1364-503X (print)
Related URLs:
Keywords: Multi-Objective Optimization, High Performance Computing, High Throughput Computing, Grid Computing
Subjects:
ePrint ID: 65094
Date :
Date Event
13 July 2009Published
Date Deposited: 02 Feb 2009
Last Modified: 16 Apr 2017 17:16
Further Information:Google Scholar
URI: http://eprints.soton.ac.uk/id/eprint/65094

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